Overview
Brought to you by YData
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 105 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.6 KiB |
| Average record size in memory | 113.3 B |
Variable types
| Numeric | 12 |
|---|---|
| Text | 1 |
| Categorical | 1 |
academic_reputation is highly overall correlated with employer_reputation and 4 other fields | High correlation |
citations_per_faculty is highly overall correlated with overall_score and 2 other fields | High correlation |
employer_reputation is highly overall correlated with academic_reputation and 3 other fields | High correlation |
employment_outcomes is highly overall correlated with academic_reputation and 3 other fields | High correlation |
international_faculty_ratio is highly overall correlated with international_students_ratio | High correlation |
international_students_ratio is highly overall correlated with international_faculty_ratio | High correlation |
overall_score is highly overall correlated with academic_reputation and 5 other fields | High correlation |
rank is highly overall correlated with academic_reputation and 5 other fields | High correlation |
sequence is highly overall correlated with academic_reputation and 5 other fields | High correlation |
Fundos (US$) is highly imbalanced (58.5%) | Imbalance |
sequence is uniformly distributed | Uniform |
rank is uniformly distributed | Uniform |
sequence has unique values | Unique |
university has unique values | Unique |
Reproduction
| Analysis started | 2025-10-02 05:29:13.328946 |
|---|---|
| Analysis finished | 2025-10-02 05:29:32.738996 |
| Duration | 19.41 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
sequence
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52 |
| Minimum | 0 |
|---|---|
| Maximum | 104 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 26 |
| median | 52 |
| Q3 | 78 |
| 95-th percentile | 98.8 |
| Maximum | 104 |
| Range | 104 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 30.454885 |
|---|---|
| Coefficient of variation (CV) | 0.58567086 |
| Kurtosis | -1.2 |
| Mean | 52 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0 |
| Sum | 5460 |
| Variance | 927.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 1.0% |
| 1 | 1 | 1.0% |
| 2 | 1 | 1.0% |
| 3 | 1 | 1.0% |
| 4 | 1 | 1.0% |
| 5 | 1 | 1.0% |
| 6 | 1 | 1.0% |
| 7 | 1 | 1.0% |
| 8 | 1 | 1.0% |
| 9 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 104 | 1 | |
| 103 | 1 | |
| 102 | 1 | |
| 101 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 |
rank
Real number (ℝ)
High correlation Uniform
| Distinct | 87 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.8 |
| Minimum | 1 |
|---|---|
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6.2 |
| Q1 | 26 |
| median | 53 |
| Q3 | 79 |
| 95-th percentile | 99.8 |
| Maximum | 105 |
| Range | 104 |
| Interquartile range (IQR) | 53 |
Descriptive statistics
| Standard deviation | 30.420578 |
|---|---|
| Coefficient of variation (CV) | 0.5761473 |
| Kurtosis | -1.2049789 |
| Mean | 52.8 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.0026091692 |
| Sum | 5544 |
| Variance | 925.41154 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47 | 3 | 2.9% |
| 17 | 2 | 1.9% |
| 19 | 2 | 1.9% |
| 28 | 2 | 1.9% |
| 34 | 2 | 1.9% |
| 26 | 2 | 1.9% |
| 38 | 2 | 1.9% |
| 100 | 2 | 1.9% |
| 81 | 2 | 1.9% |
| 65 | 2 | 1.9% |
| Other values (77) | 84 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 105 | 1 | |
| 104 | 1 | |
| 103 | 1 | |
| 102 | 1 | |
| 100 | 2 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 95 | 2 | |
| 93 | 2 |
university
Text
Unique
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 972.0 B |
Length
| Max length | 59 |
|---|---|
| Median length | 44 |
| Mean length | 27.561905 |
| Min length | 3 |
Unique
| Unique | 105 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Massachusetts Institute of Technology (MIT) |
|---|---|
| 2nd row | University of Cambridge |
| 3rd row | University of Oxford |
| 4th row | Harvard University |
| 5th row | Stanford University |
| Value | Count | Frequency (%) |
| university | 81 | |
| of | 52 | 13.5% |
| the | 18 | 4.7% |
| technology | 10 | 2.6% |
| institute | 6 | 1.6% |
| de | 6 | 1.6% |
| kong | 5 | 1.3% |
| hong | 5 | 1.3% |
| california | 4 | 1.0% |
| national | 4 | 1.0% |
| Other values (166) | 195 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 286 | 9.9% |
| 281 | 9.7% | |
| e | 232 | 8.0% |
| n | 229 | 7.9% |
| o | 178 | 6.2% |
| t | 156 | 5.4% |
| s | 145 | 5.0% |
| r | 144 | 5.0% |
| a | 115 | 4.0% |
| y | 113 | 3.9% |
| Other values (56) | 1015 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2894 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 286 | 9.9% |
| 281 | 9.7% | |
| e | 232 | 8.0% |
| n | 229 | 7.9% |
| o | 178 | 6.2% |
| t | 156 | 5.4% |
| s | 145 | 5.0% |
| r | 144 | 5.0% |
| a | 115 | 4.0% |
| y | 113 | 3.9% |
| Other values (56) | 1015 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2894 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 286 | 9.9% |
| 281 | 9.7% | |
| e | 232 | 8.0% |
| n | 229 | 7.9% |
| o | 178 | 6.2% |
| t | 156 | 5.4% |
| s | 145 | 5.0% |
| r | 144 | 5.0% |
| a | 115 | 4.0% |
| y | 113 | 3.9% |
| Other values (56) | 1015 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2894 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 286 | 9.9% |
| 281 | 9.7% | |
| e | 232 | 8.0% |
| n | 229 | 7.9% |
| o | 178 | 6.2% |
| t | 156 | 5.4% |
| s | 145 | 5.0% |
| r | 144 | 5.0% |
| a | 115 | 4.0% |
| y | 113 | 3.9% |
| Other values (56) | 1015 |
overall_score
Real number (ℝ)
High correlation
| Distinct | 87 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.01619 |
| Minimum | 59.4 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 59.4 |
|---|---|
| 5-th percentile | 60.46 |
| Q1 | 64.7 |
| median | 73.4 |
| Q3 | 84.5 |
| 95-th percentile | 96.9 |
| Maximum | 100 |
| Range | 40.6 |
| Interquartile range (IQR) | 19.8 |
Descriptive statistics
| Standard deviation | 11.454501 |
|---|---|
| Coefficient of variation (CV) | 0.15269372 |
| Kurtosis | -0.924964 |
| Mean | 75.01619 |
| Median Absolute Deviation (MAD) | 10.3 |
| Skewness | 0.40046997 |
| Sum | 7876.7 |
| Variance | 131.2056 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 84.5 | 3 | 2.9% |
| 76.2 | 3 | 2.9% |
| 86.7 | 2 | 1.9% |
| 81.5 | 2 | 1.9% |
| 79.5 | 2 | 1.9% |
| 87 | 2 | 1.9% |
| 66.4 | 2 | 1.9% |
| 60.4 | 2 | 1.9% |
| 61 | 2 | 1.9% |
| 68.7 | 2 | 1.9% |
| Other values (77) | 83 |
| Value | Count | Frequency (%) |
| 59.4 | 1 | |
| 59.7 | 1 | |
| 59.9 | 1 | |
| 60 | 1 | |
| 60.4 | 2 | |
| 60.7 | 1 | |
| 60.8 | 1 | |
| 60.9 | 1 | |
| 61 | 2 | |
| 61.4 | 2 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 99.2 | 1 | |
| 98.9 | 1 | |
| 98.3 | 1 | |
| 98.1 | 1 | |
| 97.8 | 1 | |
| 93.3 | 1 | |
| 92.7 | 1 | |
| 92.4 | 1 | |
| 90.4 | 1 |
academic_reputation
Real number (ℝ)
High correlation
| Distinct | 90 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.724762 |
| Minimum | 43.4 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 43.4 |
|---|---|
| 5-th percentile | 52.12 |
| Q1 | 71.3 |
| median | 85 |
| Q3 | 97.6 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 56.6 |
| Interquartile range (IQR) | 26.3 |
Descriptive statistics
| Standard deviation | 15.819406 |
|---|---|
| Coefficient of variation (CV) | 0.1912294 |
| Kurtosis | -0.44296644 |
| Mean | 82.724762 |
| Median Absolute Deviation (MAD) | 13.1 |
| Skewness | -0.76099426 |
| Sum | 8686.1 |
| Variance | 250.25361 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 8 | 7.6% |
| 98.3 | 2 | 1.9% |
| 99.4 | 2 | 1.9% |
| 99.1 | 2 | 1.9% |
| 98.1 | 2 | 1.9% |
| 84.6 | 2 | 1.9% |
| 81.2 | 2 | 1.9% |
| 69.3 | 2 | 1.9% |
| 88.4 | 2 | 1.9% |
| 99.5 | 1 | 1.0% |
| Other values (80) | 80 |
| Value | Count | Frequency (%) |
| 43.4 | 1 | |
| 44.8 | 1 | |
| 45.7 | 1 | |
| 47.3 | 1 | |
| 51.5 | 1 | |
| 51.6 | 1 | |
| 54.2 | 1 | |
| 56.2 | 1 | |
| 58.3 | 1 | |
| 58.7 | 1 |
| Value | Count | Frequency (%) |
| 100 | 8 | |
| 99.9 | 1 | 1.0% |
| 99.8 | 1 | 1.0% |
| 99.7 | 1 | 1.0% |
| 99.6 | 1 | 1.0% |
| 99.5 | 1 | 1.0% |
| 99.4 | 2 | 1.9% |
| 99.1 | 2 | 1.9% |
| 99 | 1 | 1.0% |
| 98.8 | 1 | 1.0% |
employer_reputation
Real number (ℝ)
High correlation
| Distinct | 89 |
|---|---|
| Distinct (%) | 84.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.487619 |
| Minimum | 27.3 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 27.3 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 59.9 |
| median | 84.7 |
| Q3 | 96.3 |
| 95-th percentile | 99.98 |
| Maximum | 100 |
| Range | 72.7 |
| Interquartile range (IQR) | 36.4 |
Descriptive statistics
| Standard deviation | 21.561373 |
|---|---|
| Coefficient of variation (CV) | 0.27825572 |
| Kurtosis | -0.72821086 |
| Mean | 77.487619 |
| Median Absolute Deviation (MAD) | 13.5 |
| Skewness | -0.74865964 |
| Sum | 8136.2 |
| Variance | 464.89283 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 6 | 5.7% |
| 98.2 | 3 | 2.9% |
| 89.1 | 2 | 1.9% |
| 96 | 2 | 1.9% |
| 95.4 | 2 | 1.9% |
| 98 | 2 | 1.9% |
| 99.8 | 2 | 1.9% |
| 99.1 | 2 | 1.9% |
| 96.9 | 2 | 1.9% |
| 42.4 | 2 | 1.9% |
| Other values (79) | 80 |
| Value | Count | Frequency (%) |
| 27.3 | 1 | |
| 27.6 | 1 | |
| 30.2 | 1 | |
| 30.5 | 1 | |
| 36.5 | 1 | |
| 39.8 | 1 | |
| 40.8 | 1 | |
| 42.4 | 2 | |
| 42.6 | 1 | |
| 44.2 | 1 |
| Value | Count | Frequency (%) |
| 100 | 6 | |
| 99.9 | 1 | 1.0% |
| 99.8 | 2 | 1.9% |
| 99.6 | 1 | 1.0% |
| 99.5 | 1 | 1.0% |
| 99.4 | 1 | 1.0% |
| 99.1 | 2 | 1.9% |
| 98.5 | 1 | 1.0% |
| 98.3 | 1 | 1.0% |
| 98.2 | 3 |
faculty_student_ratio
Real number (ℝ)
| Distinct | 91 |
|---|---|
| Distinct (%) | 86.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.839048 |
| Minimum | 4.4 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 4.4 |
|---|---|
| 5-th percentile | 9.74 |
| Q1 | 34.9 |
| median | 61.3 |
| Q3 | 90.4 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 95.6 |
| Interquartile range (IQR) | 55.5 |
Descriptive statistics
| Standard deviation | 31.077547 |
|---|---|
| Coefficient of variation (CV) | 0.5193523 |
| Kurtosis | -1.3205163 |
| Mean | 59.839048 |
| Median Absolute Deviation (MAD) | 28.6 |
| Skewness | -0.17062377 |
| Sum | 6283.1 |
| Variance | 965.81394 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 9 | 8.6% |
| 99.9 | 2 | 1.9% |
| 90.4 | 2 | 1.9% |
| 99.8 | 2 | 1.9% |
| 37.3 | 2 | 1.9% |
| 66.2 | 2 | 1.9% |
| 54.7 | 2 | 1.9% |
| 98.5 | 1 | 1.0% |
| 72.1 | 1 | 1.0% |
| 98.4 | 1 | 1.0% |
| Other values (81) | 81 |
| Value | Count | Frequency (%) |
| 4.4 | 1 | |
| 7 | 1 | |
| 7.5 | 1 | |
| 8.9 | 1 | |
| 9 | 1 | |
| 9.6 | 1 | |
| 10.3 | 1 | |
| 11.8 | 1 | |
| 15.3 | 1 | |
| 15.4 | 1 |
| Value | Count | Frequency (%) |
| 100 | 9 | |
| 99.9 | 2 | 1.9% |
| 99.8 | 2 | 1.9% |
| 99.7 | 1 | 1.0% |
| 99.3 | 1 | 1.0% |
| 98.9 | 1 | 1.0% |
| 98.5 | 1 | 1.0% |
| 98.4 | 1 | 1.0% |
| 98.3 | 1 | 1.0% |
| 97.3 | 1 | 1.0% |
citations_per_faculty
Real number (ℝ)
High correlation
| Distinct | 89 |
|---|---|
| Distinct (%) | 84.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.589524 |
| Minimum | 1.7 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 1.7 |
|---|---|
| 5-th percentile | 30.28 |
| Q1 | 51.4 |
| median | 72.4 |
| Q3 | 93.5 |
| 95-th percentile | 99.9 |
| Maximum | 100 |
| Range | 98.3 |
| Interquartile range (IQR) | 42.1 |
Descriptive statistics
| Standard deviation | 25.671385 |
|---|---|
| Coefficient of variation (CV) | 0.36367131 |
| Kurtosis | -0.34406063 |
| Mean | 70.589524 |
| Median Absolute Deviation (MAD) | 21.1 |
| Skewness | -0.66610363 |
| Sum | 7411.9 |
| Variance | 659.01999 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 4 | 3.8% |
| 99.9 | 4 | 3.8% |
| 98.9 | 3 | 2.9% |
| 74.3 | 2 | 1.9% |
| 92.3 | 2 | 1.9% |
| 93.5 | 2 | 1.9% |
| 45.8 | 2 | 1.9% |
| 99.1 | 2 | 1.9% |
| 68.4 | 2 | 1.9% |
| 38.2 | 2 | 1.9% |
| Other values (79) | 80 |
| Value | Count | Frequency (%) |
| 1.7 | 1 | |
| 2.7 | 1 | |
| 4.6 | 1 | |
| 11.6 | 1 | |
| 26.7 | 1 | |
| 29.9 | 1 | |
| 31.8 | 1 | |
| 32.7 | 1 | |
| 36.2 | 1 | |
| 36.6 | 1 |
| Value | Count | Frequency (%) |
| 100 | 4 | |
| 99.9 | 4 | |
| 99.4 | 1 | 1.0% |
| 99.1 | 2 | |
| 98.9 | 3 | |
| 98.3 | 1 | 1.0% |
| 98.1 | 1 | 1.0% |
| 98 | 1 | 1.0% |
| 97.7 | 1 | 1.0% |
| 97.6 | 1 | 1.0% |
international_faculty_ratio
Real number (ℝ)
High correlation
| Distinct | 79 |
|---|---|
| Distinct (%) | 75.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.159048 |
| Minimum | 6 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 11.18 |
| Q1 | 39.1 |
| median | 88.9 |
| Q3 | 99.1 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 94 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 33.426261 |
|---|---|
| Coefficient of variation (CV) | 0.4764355 |
| Kurtosis | -1.1713642 |
| Mean | 70.159048 |
| Median Absolute Deviation (MAD) | 11.1 |
| Skewness | -0.68590223 |
| Sum | 7366.7 |
| Variance | 1117.3149 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 23 | 21.9% |
| 98.8 | 3 | 2.9% |
| 98.2 | 2 | 1.9% |
| 96 | 2 | 1.9% |
| 99.9 | 1 | 1.0% |
| 92.2 | 1 | 1.0% |
| 99.1 | 1 | 1.0% |
| 81.2 | 1 | 1.0% |
| 68.7 | 1 | 1.0% |
| 92.9 | 1 | 1.0% |
| Other values (69) | 69 |
| Value | Count | Frequency (%) |
| 6 | 1 | |
| 8.3 | 1 | |
| 9.3 | 1 | |
| 9.4 | 1 | |
| 10.3 | 1 | |
| 11.1 | 1 | |
| 11.5 | 1 | |
| 13.6 | 1 | |
| 14.9 | 1 | |
| 16.4 | 1 |
| Value | Count | Frequency (%) |
| 100 | 23 | |
| 99.9 | 1 | 1.0% |
| 99.8 | 1 | 1.0% |
| 99.5 | 1 | 1.0% |
| 99.1 | 1 | 1.0% |
| 98.8 | 3 | 2.9% |
| 98.7 | 1 | 1.0% |
| 98.5 | 1 | 1.0% |
| 98.3 | 1 | 1.0% |
| 98.2 | 2 | 1.9% |
international_students_ratio
Real number (ℝ)
High correlation
| Distinct | 93 |
|---|---|
| Distinct (%) | 88.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.961905 |
| Minimum | 2.3 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 2.3 |
|---|---|
| 5-th percentile | 11.92 |
| Q1 | 45.7 |
| median | 78.8 |
| Q3 | 96.8 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 97.7 |
| Interquartile range (IQR) | 51.1 |
Descriptive statistics
| Standard deviation | 30.819878 |
|---|---|
| Coefficient of variation (CV) | 0.45348755 |
| Kurtosis | -0.92395614 |
| Mean | 67.961905 |
| Median Absolute Deviation (MAD) | 20.7 |
| Skewness | -0.64045333 |
| Sum | 7136 |
| Variance | 949.86488 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 10 | 9.5% |
| 98.2 | 2 | 1.9% |
| 91.4 | 2 | 1.9% |
| 93.3 | 2 | 1.9% |
| 88.2 | 1 | 1.0% |
| 51.2 | 1 | 1.0% |
| 98.5 | 1 | 1.0% |
| 81.9 | 1 | 1.0% |
| 63.9 | 1 | 1.0% |
| 84.4 | 1 | 1.0% |
| Other values (83) | 83 |
| Value | Count | Frequency (%) |
| 2.3 | 1 | |
| 2.5 | 1 | |
| 2.6 | 1 | |
| 3.5 | 1 | |
| 11 | 1 | |
| 11.6 | 1 | |
| 13.2 | 1 | |
| 14.5 | 1 | |
| 15.7 | 1 | |
| 20 | 1 |
| Value | Count | Frequency (%) |
| 100 | 10 | |
| 99.9 | 1 | 1.0% |
| 99.8 | 1 | 1.0% |
| 99.7 | 1 | 1.0% |
| 99.6 | 1 | 1.0% |
| 99.5 | 1 | 1.0% |
| 99.4 | 1 | 1.0% |
| 99.3 | 1 | 1.0% |
| 99.1 | 1 | 1.0% |
| 99 | 1 | 1.0% |
international_research_network
Real number (ℝ)
| Distinct | 92 |
|---|---|
| Distinct (%) | 87.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.531429 |
| Minimum | 1.3 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 20.22 |
| Q1 | 58.3 |
| median | 85.2 |
| Q3 | 95.5 |
| 95-th percentile | 99.9 |
| Maximum | 100 |
| Range | 98.7 |
| Interquartile range (IQR) | 37.2 |
Descriptive statistics
| Standard deviation | 27.030529 |
|---|---|
| Coefficient of variation (CV) | 0.36267289 |
| Kurtosis | 0.12091158 |
| Mean | 74.531429 |
| Median Absolute Deviation (MAD) | 11.5 |
| Skewness | -1.1402141 |
| Sum | 7825.8 |
| Variance | 730.64948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 5 | 4.8% |
| 90 | 3 | 2.9% |
| 96 | 2 | 1.9% |
| 99.9 | 2 | 1.9% |
| 86.2 | 2 | 1.9% |
| 33.2 | 2 | 1.9% |
| 98.7 | 2 | 1.9% |
| 95.5 | 2 | 1.9% |
| 89.7 | 2 | 1.9% |
| 96.7 | 1 | 1.0% |
| Other values (82) | 82 |
| Value | Count | Frequency (%) |
| 1.3 | 1 | |
| 5.3 | 1 | |
| 8.9 | 1 | |
| 10.6 | 1 | |
| 17.4 | 1 | |
| 19.6 | 1 | |
| 22.7 | 1 | |
| 22.8 | 1 | |
| 25 | 1 | |
| 26.7 | 1 |
| Value | Count | Frequency (%) |
| 100 | 5 | |
| 99.9 | 2 | 1.9% |
| 99.7 | 1 | 1.0% |
| 99.6 | 1 | 1.0% |
| 99.2 | 1 | 1.0% |
| 99 | 1 | 1.0% |
| 98.7 | 2 | 1.9% |
| 98.4 | 1 | 1.0% |
| 98.1 | 1 | 1.0% |
| 97.6 | 1 | 1.0% |
employment_outcomes
Real number (ℝ)
High correlation
| Distinct | 88 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.664762 |
| Minimum | 13.4 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 13.4 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 39.6 |
| median | 66 |
| Q3 | 92.5 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 86.6 |
| Interquartile range (IQR) | 52.9 |
Descriptive statistics
| Standard deviation | 27.323877 |
|---|---|
| Coefficient of variation (CV) | 0.42918368 |
| Kurtosis | -1.3288339 |
| Mean | 63.664762 |
| Median Absolute Deviation (MAD) | 26.5 |
| Skewness | -0.10075882 |
| Sum | 6684.8 |
| Variance | 746.59423 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 8 | 7.6% |
| 66 | 3 | 2.9% |
| 82.2 | 2 | 1.9% |
| 68.4 | 2 | 1.9% |
| 99.7 | 2 | 1.9% |
| 70 | 2 | 1.9% |
| 94.3 | 2 | 1.9% |
| 99.9 | 2 | 1.9% |
| 29.5 | 2 | 1.9% |
| 70.6 | 2 | 1.9% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| 13.4 | 1 | |
| 17.7 | 1 | |
| 19.4 | 1 | |
| 19.7 | 1 | |
| 19.8 | 1 | |
| 21.9 | 1 | |
| 22.4 | 1 | |
| 23.4 | 1 | |
| 24.4 | 1 | |
| 24.9 | 1 |
| Value | Count | Frequency (%) |
| 100 | 8 | |
| 99.9 | 2 | 1.9% |
| 99.8 | 1 | 1.0% |
| 99.7 | 2 | 1.9% |
| 99.5 | 1 | 1.0% |
| 98.7 | 1 | 1.0% |
| 98.6 | 1 | 1.0% |
| 98.3 | 1 | 1.0% |
| 98 | 1 | 1.0% |
| 97.7 | 1 | 1.0% |
sustainability
Real number (ℝ)
| Distinct | 87 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.722857 |
| Minimum | 13.4 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 972.0 B |
Quantile statistics
| Minimum | 13.4 |
|---|---|
| 5-th percentile | 32.42 |
| Q1 | 71.8 |
| median | 83.7 |
| Q3 | 95.1 |
| 95-th percentile | 99.7 |
| Maximum | 100 |
| Range | 86.6 |
| Interquartile range (IQR) | 23.3 |
Descriptive statistics
| Standard deviation | 21.72881 |
|---|---|
| Coefficient of variation (CV) | 0.27601654 |
| Kurtosis | 1.4881139 |
| Mean | 78.722857 |
| Median Absolute Deviation (MAD) | 11.5 |
| Skewness | -1.4118045 |
| Sum | 8265.9 |
| Variance | 472.1412 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99.9 | 3 | 2.9% |
| 99.7 | 3 | 2.9% |
| 97.3 | 2 | 1.9% |
| 88.1 | 2 | 1.9% |
| 88.4 | 2 | 1.9% |
| 97.8 | 2 | 1.9% |
| 94.4 | 2 | 1.9% |
| 94.2 | 2 | 1.9% |
| 80.4 | 2 | 1.9% |
| 99.6 | 2 | 1.9% |
| Other values (77) | 83 |
| Value | Count | Frequency (%) |
| 13.4 | 1 | |
| 14.2 | 1 | |
| 16.9 | 1 | |
| 18 | 1 | |
| 18.8 | 1 | |
| 31 | 1 | |
| 38.1 | 1 | |
| 41.4 | 1 | |
| 42.3 | 1 | |
| 42.6 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1 | 1.0% |
| 99.9 | 3 | |
| 99.7 | 3 | |
| 99.6 | 2 | |
| 99.5 | 1 | 1.0% |
| 99.4 | 1 | 1.0% |
| 99.2 | 1 | 1.0% |
| 99.1 | 1 | 1.0% |
| 98.4 | 1 | 1.0% |
| 98.3 | 1 | 1.0% |
Fundos (US$)
Categorical
Imbalance
| Distinct | 27 |
|---|---|
| Distinct (%) | 25.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 972.0 B |
| 0 | |
|---|---|
| 7.8 | 1 |
| 9.2 | 1 |
| 6.3 | 1 |
| 6.2 | 1 |
| Other values (22) |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.4761905 |
| Min length | 1 |
Unique
| Unique | 26 ? |
|---|---|
| Unique (%) | 24.8% |
Sample
| 1st row | 9.2 |
|---|---|
| 2nd row | 7.8 |
| 3rd row | 6.7 |
| 4th row | 6.3 |
| 5th row | 6.2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 79 | |
| 7.8 | 1 | 1.0% |
| 9.2 | 1 | 1.0% |
| 6.3 | 1 | 1.0% |
| 6.2 | 1 | 1.0% |
| 6.1 | 1 | 1.0% |
| 5.9 | 1 | 1.0% |
| 5.7 | 1 | 1.0% |
| 5.6 | 1 | 1.0% |
| 6,7 | 1 | 1.0% |
| Other values (17) | 17 | 16.2% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 0 | 79 | |
| 7.8 | 1 | 1.0% |
| 9.2 | 1 | 1.0% |
| 6.3 | 1 | 1.0% |
| 6.2 | 1 | 1.0% |
| 6.1 | 1 | 1.0% |
| 5.9 | 1 | 1.0% |
| 5.7 | 1 | 1.0% |
| 5.6 | 1 | 1.0% |
| 6,7 | 1 | 1.0% |
| Other values (17) | 17 | 16.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 79 | |
| , | 16 | 10.3% |
| 5 | 13 | 8.4% |
| 6 | 11 | 7.1% |
| . | 9 | 5.8% |
| 7 | 6 | 3.9% |
| 4 | 5 | 3.2% |
| 9 | 4 | 2.6% |
| 2 | 4 | 2.6% |
| 3 | 3 | 1.9% |
| Other values (2) | 5 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 155 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 79 | |
| , | 16 | 10.3% |
| 5 | 13 | 8.4% |
| 6 | 11 | 7.1% |
| . | 9 | 5.8% |
| 7 | 6 | 3.9% |
| 4 | 5 | 3.2% |
| 9 | 4 | 2.6% |
| 2 | 4 | 2.6% |
| 3 | 3 | 1.9% |
| Other values (2) | 5 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 155 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 79 | |
| , | 16 | 10.3% |
| 5 | 13 | 8.4% |
| 6 | 11 | 7.1% |
| . | 9 | 5.8% |
| 7 | 6 | 3.9% |
| 4 | 5 | 3.2% |
| 9 | 4 | 2.6% |
| 2 | 4 | 2.6% |
| 3 | 3 | 1.9% |
| Other values (2) | 5 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 155 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 79 | |
| , | 16 | 10.3% |
| 5 | 13 | 8.4% |
| 6 | 11 | 7.1% |
| . | 9 | 5.8% |
| 7 | 6 | 3.9% |
| 4 | 5 | 3.2% |
| 9 | 4 | 2.6% |
| 2 | 4 | 2.6% |
| 3 | 3 | 1.9% |
| Other values (2) | 5 | 3.2% |
Interactions
Correlations
| Fundos (US$) | academic_reputation | citations_per_faculty | employer_reputation | employment_outcomes | faculty_student_ratio | international_faculty_ratio | international_research_network | international_students_ratio | overall_score | rank | sequence | sustainability | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Fundos (US$) | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.122 | 0.000 | 0.000 | 0.422 | 0.144 | 0.144 | 0.000 |
| academic_reputation | 0.000 | 1.000 | 0.175 | 0.618 | 0.618 | 0.289 | -0.079 | 0.170 | -0.110 | 0.770 | -0.771 | -0.769 | 0.300 |
| citations_per_faculty | 0.000 | 0.175 | 1.000 | -0.028 | 0.149 | 0.024 | 0.360 | -0.087 | 0.136 | 0.517 | -0.517 | -0.518 | -0.133 |
| employer_reputation | 0.000 | 0.618 | -0.028 | 1.000 | 0.406 | 0.397 | -0.237 | 0.075 | -0.119 | 0.538 | -0.539 | -0.538 | 0.204 |
| employment_outcomes | 0.000 | 0.618 | 0.149 | 0.406 | 1.000 | 0.240 | -0.017 | 0.085 | -0.034 | 0.590 | -0.591 | -0.590 | 0.443 |
| faculty_student_ratio | 0.000 | 0.289 | 0.024 | 0.397 | 0.240 | 1.000 | -0.015 | -0.054 | -0.019 | 0.403 | -0.402 | -0.402 | -0.068 |
| international_faculty_ratio | 0.122 | -0.079 | 0.360 | -0.237 | -0.017 | -0.015 | 1.000 | 0.193 | 0.721 | 0.302 | -0.302 | -0.303 | 0.235 |
| international_research_network | 0.000 | 0.170 | -0.087 | 0.075 | 0.085 | -0.054 | 0.193 | 1.000 | 0.315 | 0.251 | -0.250 | -0.250 | 0.418 |
| international_students_ratio | 0.000 | -0.110 | 0.136 | -0.119 | -0.034 | -0.019 | 0.721 | 0.315 | 1.000 | 0.260 | -0.260 | -0.261 | 0.275 |
| overall_score | 0.422 | 0.770 | 0.517 | 0.538 | 0.590 | 0.403 | 0.302 | 0.251 | 0.260 | 1.000 | -1.000 | -1.000 | 0.317 |
| rank | 0.144 | -0.771 | -0.517 | -0.539 | -0.591 | -0.402 | -0.302 | -0.250 | -0.260 | -1.000 | 1.000 | 1.000 | -0.318 |
| sequence | 0.144 | -0.769 | -0.518 | -0.538 | -0.590 | -0.402 | -0.303 | -0.250 | -0.261 | -1.000 | 1.000 | 1.000 | -0.317 |
| sustainability | 0.000 | 0.300 | -0.133 | 0.204 | 0.443 | -0.068 | 0.235 | 0.418 | 0.275 | 0.317 | -0.318 | -0.317 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| sequence | rank | university | overall_score | academic_reputation | employer_reputation | faculty_student_ratio | citations_per_faculty | international_faculty_ratio | international_students_ratio | international_research_network | employment_outcomes | sustainability | Fundos (US$) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | Massachusetts Institute of Technology (MIT) | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 88.2 | 94.3 | 100.0 | 95.2 | 9.2 |
| 1 | 1 | 2 | University of Cambridge | 99.2 | 100.0 | 100.0 | 100.0 | 92.3 | 100.0 | 95.8 | 99.9 | 100.0 | 97.3 | 7.8 |
| 2 | 2 | 3 | University of Oxford | 98.9 | 100.0 | 100.0 | 100.0 | 90.6 | 98.2 | 98.2 | 100.0 | 100.0 | 97.8 | 6.7 |
| 3 | 3 | 4 | Harvard University | 98.3 | 100.0 | 100.0 | 98.3 | 100.0 | 84.6 | 66.8 | 100.0 | 100.0 | 96.7 | 6.3 |
| 4 | 4 | 5 | Stanford University | 98.1 | 100.0 | 100.0 | 100.0 | 99.9 | 99.9 | 51.2 | 95.8 | 100.0 | 94.4 | 6.2 |
| 5 | 5 | 6 | Imperial College London | 97.8 | 98.3 | 99.4 | 98.5 | 94.0 | 100.0 | 100.0 | 96.7 | 83.0 | 94.4 | 6.1 |
| 6 | 6 | 7 | ETH Zurich | 93.3 | 98.8 | 83.6 | 72.1 | 98.9 | 100.0 | 98.5 | 96.0 | 79.1 | 88.4 | 5.9 |
| 7 | 7 | 8 | National University of Singapore (NUS) | 92.7 | 99.4 | 88.6 | 76.5 | 93.2 | 100.0 | 81.9 | 76.3 | 100.0 | 88.1 | 5.7 |
| 8 | 8 | 9 | UCL | 92.4 | 99.5 | 97.9 | 98.4 | 74.3 | 99.1 | 100.0 | 100.0 | 51.6 | 92.5 | 5.6 |
| 9 | 9 | 10 | University of California, Berkeley (UCB) | 90.4 | 100.0 | 100.0 | 20.5 | 99.9 | 92.2 | 63.9 | 92.4 | 98.7 | 100.0 | 6,7 |
| sequence | rank | university | overall_score | academic_reputation | employer_reputation | faculty_student_ratio | citations_per_faculty | international_faculty_ratio | international_students_ratio | international_research_network | employment_outcomes | sustainability | Fundos (US$) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 95 | 95 | 95 | University of St Andrews | 61.0 | 47.3 | 67.2 | 64.9 | 57.7 | 98.7 | 100.0 | 51.1 | 22.4 | 92.1 | 0 |
| 96 | 96 | 97 | Georgia Institute of Technology | 60.9 | 67.4 | 85.1 | 15.3 | 67.1 | 38.8 | 65.4 | 33.2 | 41.7 | 70.4 | 0 |
| 97 | 97 | 98 | Freie Universitaet Berlin | 60.8 | 80.8 | 51.0 | 4.4 | 71.4 | 62.8 | 43.6 | 84.9 | 21.9 | 60.1 | 0 |
| 98 | 98 | 99 | Purdue University | 60.7 | 63.9 | 81.2 | 10.3 | 68.4 | 41.5 | 45.8 | 75.4 | 53.4 | 67.4 | 0 |
| 99 | 99 | 100 | Pohang University of Science And Technology (POSTECH) | 60.4 | 51.6 | 75.9 | 99.9 | 98.3 | 33.8 | 2.6 | 1.3 | 13.4 | 16.9 | 0 |
| 100 | 100 | 100 | University of Nottingham | 60.4 | 60.7 | 72.1 | 32.2 | 46.5 | 90.0 | 75.2 | 98.4 | 24.4 | 80.0 | 0 |
| 101 | 101 | 102 | University of Wisconsin-Madison | 60.0 | 80.2 | 47.8 | 61.3 | 37.4 | 30.9 | 22.8 | 83.6 | 73.1 | 83.7 | 0 |
| 102 | 102 | 103 | Pontificia Universidad Católica de Chile (UC) | 59.9 | 92.9 | 99.5 | 20.6 | 11.6 | 16.4 | 3.5 | 56.8 | 76.3 | 91.3 | 0 |
| 103 | 103 | 104 | The University of Sheffield | 59.7 | 58.7 | 52.3 | 54.7 | 46.9 | 84.0 | 97.5 | 96.1 | 24.9 | 76.3 | 0 |
| 104 | 104 | 105 | Uppsala University | 59.4 | 62.7 | 30.5 | 47.7 | 45.6 | 98.3 | 82.4 | 95.5 | 58.2 | 99.4 | 0 |